diff --git a/Project.md b/Project.md index 38a8d1c..e98f3e8 100644 --- a/Project.md +++ b/Project.md @@ -3,6 +3,13 @@ Here is a list of research projects that use OpenRL. If you use OpenRL in your research projects, feel free to tell us about it and join the list. +### LLMArena + +Description: LLMArena is a novel and easily extensible framework for evaluating the diverse capabilities of LLM in multi-agent dynamic environments. + +- Paper: [LLMArena: Assessing Capabilities of Large Language Models in Dynamic Multi-Agent Environments](https://arxiv.org/abs/2402.16499)(AAMAS 2023) +- Authors: Junzhe Chen, Xuming Hu, Shuodi Liu, Shiyu Huang, Wei-Wei Tu, Zhaofeng He, Lijie Wen + ### TiZero Description: TiZero is a reinforcement learning agent for Google Research Football full game, trained with distributed self-play. @@ -18,7 +25,7 @@ However, in many practical applications, it is important to develop reasonable a In this paper, we propose an on-policy framework for discovering multiple strategies for the same task. Experimental results show that our method efficiently finds diverse strategies in a wide variety of reinforcement learning tasks. -- Paper: [DGPO: Discovering Multiple Strategies with Diversity-Guided Policy Optimization](https://arxiv.org/abs/2207.05631)(AAAAI 2024) +- Paper: [DGPO: Discovering Multiple Strategies with Diversity-Guided Policy Optimization](https://arxiv.org/abs/2207.05631)(AAAI 2024) - Authors: Wenze Chen, Shiyu Huang, Yuan Chiang, Tim Pearce, Wei-Wei Tu, Ting Chen, Jun Zhu